Architect of Cognitive Formalism (CF) | Independent AGI Safety Researcher

ORCID: 0009-0006-1196-0762 | Alumnus, Universiti Malaysia Sabah (BSc Industrial Chemistry)

My work is driven by a 20-year synthesis of physical sciences and formal logic. I began my career in Industrial Chemistry (2005), where I learned that a system is only as reliable as its underlying geometry and thermodynamic stability.

After two decades of independent philosophical and technical development, I have transitioned these principles into the field of AGI Safety. I believe that the "Alignment Problem" is not just a linguistic challenge, but a Topological Invariance problem.

I am the author of Cognitive Formalism, a framework that seeks to anchor AI "thought" within a mathematically verifiable manifold. My current focus is Project Agora, which uses:

• CF-DSL: To define constitutional anchors as basis vectors.
• Lean 4: To provide formal proofs of path-connectedness between human values and machine obligations.
• CRP (Coherence Restorative Projection): To mitigate semantic drift using orthogonal projection logic.

• 🛰️ Developing CF 18.0: Refining the constitutional grammar for AGI guardrails.
• 🛡️ Topological Invariants: Formalizing "Human Dignity" as an Epsilon-Bound stability threshold.
• 🧪 Cross-Disciplinary Synthesis: Applying Phase Equilibrium logic to mitigate "Subspace Leakage" in Large Language Models.

I am an independent scholar currently seeking collaborators, peer reviewers, and research opportunities in Neuro-Symbolic AI and Formal Verification.

• Primary Repo: Project Agora
• Status: Open to technical dialogue regarding the intersection of physicalist constraints and AGI safety.

"If the geometry of meaning is not stable, the system of reason will collapse."